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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 古田の振り子のパラメータのキャリブレーションを行う\n",
"\n",
"[JModelica.org Users Guide - Version 2.10](https://jmodelica.org/downloads/UsersGuide-2.10.pdf) 6.6. Derivative-Free Model Calibration of FMUs の実習を行います。本文書は Users Guid の例題を解説するものであり、モデルのソースコードやオペレーションで使用する Python コードなどの著作権は Modelon AB にあります。\n",
"\n",
"### 概要\n",
"古田の振り子 (Furuta pendulum) は、水平面内で回転するアームとアームに対して垂直な面内で自由に回転する振り子から構成されています。アームの回転角度 $\\varphi$ とアームと振り子の間の回転角度 $\\theta$ の2つの自由度があります。実験で測定した $\\varphi$ と $\\theta$ の値を用いて、モデルのパラメータであるアームの摩擦トルク係数 armFriction と振り子の摩擦トルク係数 pendulumFriction を求めます。最適化アルゴリズムはNeider-Mead simplex optimization algorithm を使用します。\n",
"\n",
"### 準備\n",
"必要なものは、\n",
"* FurutaData.mat : $\\varphi$ と $\\theta$ の測定データ\n",
"* Furuta.fmu : 古田の振り子のモデルのFMU\n",
"\n",
"です。測定データは、MATLABの matファイルになっていますが、Python で時系列データを読み込めれば他のファイル形式でもOKです。\n",
"\n",
"Windows の場合は、以下のようにして作業フォルダにコピーします。\n",
"```\n",
"%copy C:\\JModelica.org-2.14\\install\\Python_64\\pyjmi\\examples\\files\\FurutaData.mat .\n",
"%copy C:\\Jmodelica.org-2.14\\install\\Python_64\\pyjmi\\examples\\files\\FMUS\\Furuta.fmu . \n",
"```\n",
"MacでDockerを使用している場合は、FMUが提供されていないのでソースコードからコンパイルして作成します。\n",
"```\n",
"%cp /usr/local/jmodelica/Python/pyjmi/examples/files/FurutaData.mat .\n",
"%cp /usr/local/jmodelica/Python/pyjmi/examples/files/Furuta.mo .\n",
"from pymodelica import compile_fmu\n",
"fmu = compile_fmu('Furuta', 'Furuta.mo')\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%cp /usr/local/jmodelica/Python/pyjmi/examples/files/FurutaData.mat .\n",
"%cp /usr/local/jmodelica/Python/pyjmi/examples/files/Furuta.mo .\n",
"from pymodelica import compile_fmu\n",
"fmu = compile_fmu('Furuta', 'Furuta.mo')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"必要なモジュールをインポートします。"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib notebook\n",
"from scipy.io.matlab.mio import loadmat\n",
"import matplotlib.pyplot as plt\n",
"import numpy as N\n",
"from pyfmi import load_fmu\n",
"from pyjmi.optimization import dfo"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 測定値とキャリブレーション前のモデルを比較する\n",
"\n",
"まず、測定値を読み込みます。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Load measurement data from file\n",
"data = loadmat('FurutaData.mat',appendmat=False)\n",
"# Extract data series\n",
"t_meas = data['time'][:,0]\n",
"phi_meas = data['phi'][:,0]\n",
"theta_meas = data['theta'][:,0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"キャリブレーション前のモデルのシミュレーションを実行して結果を取得します。"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Final Run Statistics: --- \n",
"\n",
" Number of steps : 1416\n",
" Number of function evaluations : 2232\n",
" Number of Jacobian evaluations : 90\n",
" Number of function eval. due to Jacobian eval. : 360\n",
" Number of error test failures : 70\n",
" Number of nonlinear iterations : 1872\n",
" Number of nonlinear convergence failures : 0\n",
" Number of state function evaluations : 2205\n",
" Number of state events : 89\n",
"\n",
"Solver options:\n",
"\n",
" Solver : CVode\n",
" Linear multistep method : BDF\n",
" Nonlinear solver : Newton\n",
" Linear solver type : DENSE\n",
" Maximal order : 5\n",
" Tolerances (absolute) : 1e-06\n",
" Tolerances (relative) : 0.0001\n",
"\n",
"Simulation interval : 0.0 - 40.0 seconds.\n",
"Elapsed simulation time: 0.217043876648 seconds.\n"
]
}
],
"source": [
"# Load model\n",
"model = load_fmu(\"Furuta.fmu\")\n",
"# Simulate model response with nominal parameters\n",
"res = model.simulate(start_time=0.,final_time=40)\n",
"# Load simulation result\n",
"phi_sim = res['armJoint.phi']\n",
"theta_sim = res['pendulumJoint.phi']\n",
"t_sim = res['time']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"実験による測定値とシミュレーション結果をプロットします。"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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" alert('Your browser does not have WebSocket support.' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
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" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
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"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
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" 'text-align: center; padding: 3px;\"/>');\n",
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" this.header = titletext[0];\n",
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"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
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"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
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"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
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"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
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" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
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"\n",
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"\n",
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" nav_element.attr('style', 'width: 100%');\n",
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" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
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" // put a spacer in here.\n",
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"\n",
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" this.message = status_bar[0];\n",
"}\n",
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"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
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"\n",
"\n",
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" var size = msg['size'];\n",
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" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
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" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
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" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
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" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
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"output_type": "display_data"
},
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot measurements\n",
"plt.figure (1)\n",
"plt.subplot(2,1,1)\n",
"plt.plot(t_meas,theta_meas,label='Measurements')\n",
"plt.plot(t_sim,theta_sim,'--',label='Simulation nominal parameters')\n",
"plt.ylabel(r\"$\\theta$ [rad]\")\n",
"plt.legend(loc=1)\n",
"plt.grid ()\n",
"plt.subplot(2,1,2)\n",
"plt.plot(t_meas,phi_meas,label='Measurements')\n",
"plt.plot(t_sim,phi_sim,'--',label='Simulation nominal parameters')\n",
"plt.ylabel(r\"$\\varphi$ [rad]\")\n",
"plt.legend(loc=1)\n",
"plt.grid ()\n",
"plt.show ()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 目的関数を作成する\n",
"\n",
"最適化アルゴリズムは、目的関数 (objective function) \n",
"\n",
"$$\n",
"f(x) = \\sum_{i=1}^M{\\left( \\varphi^{sim}(t_i, x)-\\varphi^{meas}(t_i) \\right)^2}\n",
" + \\sum_{i=1}^M{\\left( \\theta^{sim}(t_t, x)-\\theta^{meas}(t_i) \\right)^2}\n",
"$$\n",
"\n",
"を最小化するパラメータ $x$ を求めます。$\\varphi$と$\\theta$に付けられた上付きの添え字 $sim$ と $meas$ は、それぞれ、シミュレーションの結果と測定結果を表しています。$t_i$ は測定時刻を表しています。\n",
"\n",
"まず、パラメータの初期値、下限値、上限値の配列を作成します。このパラメータは、最適化アルゴリズムが適切に動作する大きさになるようなスケールファイクター $=10^3$ をかけています。 "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Choose starting point\n",
"x0 = N.array([0.012,0.002])*1e3\n",
"# Choose lower and upper bounds (optional)\n",
"lb = N.zeros (2)\n",
"ub = (x0 + 1e-2)*1e3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"目的関数を含む Python のスクリプトファイルを作成します。独立したファイルにする理由は、パラメータスタディをマルチプロセスで並列的に行うためです。\n",
"* スクリプトファイル名は、目的関数名.py とします。\n",
"* 目的関数の引数 $x$ は、スケーリングしたパラメータの配列です。\n",
"* スクリプトを読み込むと、必要なモジュールと実験による測定値が読み込まれます。\n",
"\n",
"目的関数内の主な処理内容を示します。\n",
"* 引数 $x$ をスケールファクターで割ってパラメータの値を得ます。\n",
"* FMU をロードします。\n",
"* パラメータとシミュレーションオプションを設定してシミュレーションを実行します。\n",
"* シミュレーション結果を取得します。\n",
"* 目的関数の値を計算します。\n",
"\n",
"def furuta_cost(x): から始まる部分が目的関数です。目的関数の計算は、作業フォルダ内のサブディレクトリ dir_1, dir_2,... で並列的に実行されるので、作業フォルダにある Furuta.fmu は \n",
"```\n",
"model = load_fmu('../Furuta.fmu')\n",
"```\n",
"のようにして読み込みます。"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting furuta_cost.py\n"
]
}
],
"source": [
"%%writefile furuta_cost.py\n",
"# Import Modules\n",
"from pyfmi import load_fmu\n",
"from pyjmi.optimization import dfo\n",
"from scipy.io.matlab.mio import loadmat\n",
"import numpy as N\n",
"\n",
"# Load measurement data from file\n",
"data = loadmat('FurutaData.mat',appendmat=False)\n",
"t_meas = data['time'][:,0]\n",
"phi_meas = data['phi'][:,0]\n",
"theta_meas = data['theta'][:,0]\n",
"\n",
"# Define the objective function\n",
"def furuta_cost(x):\n",
" # Scale down the inputs x since they are scaled up\n",
" # versions of the parameters (x = 1e3*[param1,param2])\n",
" armFrictionCoefficient = x[0]/1e3\n",
" pendulumFrictionCoefficient = x[1]/1e3\n",
" # Load model\n",
" model = load_fmu('../Furuta.fmu')\n",
" # Set new parameter values into the model \n",
" model.set('armFriction', armFrictionCoefficient)\n",
" model.set('pendulumFriction', pendulumFrictionCoefficient)\n",
" # Create options object and set verbosity to zero to disable printouts\n",
" opts = model.simulate_options()\n",
" opts['CVode_options']['verbosity'] = 0\n",
" # Simulate model response with new parameter values\n",
" res = model.simulate(start_time=0., final_time=40, options=opts)\n",
" # Load simulation result\n",
" phi_sim = res['armJoint.phi']\n",
" theta_sim = res['pendulumJoint.phi']\n",
" t_sim = res['time']\n",
" # Evaluate the objective function\n",
" y_meas = N.vstack((phi_meas, theta_meas))\n",
" y_sim = N.vstack((phi_sim, theta_sim))\n",
" obj = dfo.quad_err(t_meas, y_meas, t_sim, y_sim)\n",
" return obj"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 最適化問題を解く\n",
"最適化アルゴリズムよる計算を実行します。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" \n",
"Number of iterations: 0\n",
"Number of function evaluations: 3\n",
"Current time: 0.016255 s\n",
" \n",
"Current x value: [ 12. 2.]\n",
"Current function value: 209.331105292\n",
" \n",
"Termination criterion for x: 3.64965751818\n",
"Termination criterion for the objective function: 123.157423108\n",
" \n",
" \n",
"Number of iterations: 1\n",
"Number of function evaluations: 10\n",
"Current time: 0.044058 s\n",
" \n",
"Current x value: [ 12. 2.]\n",
"Current function value: 209.331105292\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 119.22142411\n",
" \n",
" \n",
"Number of iterations: 2\n",
"Number of function evaluations: 17\n",
"Current time: 0.071913 s\n",
" \n",
"Current x value: [ 12. 2.]\n",
"Current function value: 209.331105292\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 95.8448736809\n",
" \n",
" \n",
"Number of iterations: 3\n",
"Number of function evaluations: 24\n",
"Current time: 0.098484 s\n",
" \n",
"Current x value: [ 13.36862157 1.08758562]\n",
"Current function value: 38.360389733\n",
" \n",
"Termination criterion for x: 1.64487841496\n",
"Termination criterion for the objective function: 190.054639792\n",
" \n",
" \n",
"Number of iterations: 4\n",
"Number of function evaluations: 31\n",
"Current time: 0.126799 s\n",
" \n",
"Current x value: [ 11.54379281 1.08758562]\n",
"Current function value: 20.5482250917\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 188.782880201\n",
" \n",
" \n",
"Number of iterations: 5\n",
"Number of function evaluations: 38\n",
"Current time: 0.153931 s\n",
" \n",
"Current x value: [ 11.54379281 1.08758562]\n",
"Current function value: 20.5482250917\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 107.524431612\n",
" \n",
" \n",
"Number of iterations: 6\n",
"Number of function evaluations: 45\n",
"Current time: 0.182587 s\n",
" \n",
"Current x value: [ 12.57025899 0.85948203]\n",
"Current function value: 18.7380020422\n",
" \n",
"Termination criterion for x: 1.05150561696\n",
"Termination criterion for the objective function: 19.6223876908\n",
" \n",
" \n",
"Number of iterations: 7\n",
"Number of function evaluations: 52\n",
"Current time: 0.213943 s\n",
" \n",
"Current x value: [ 10.74543023 0.85948203]\n",
"Current function value: 7.53256646059\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 13.0156586311\n",
" \n",
" \n",
"Number of iterations: 8\n",
"Number of function evaluations: 59\n",
"Current time: 0.243384 s\n",
" \n",
"Current x value: [ 10.74543023 0.85948203]\n",
"Current function value: 7.53256646059\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 11.2054355816\n",
" \n",
" \n",
"Number of iterations: 9\n",
"Number of function evaluations: 66\n",
"Current time: 0.270603 s\n",
" \n",
"Current x value: [ 9.77598995 0.97353382]\n",
"Current function value: 1.96608170793\n",
" \n",
"Termination criterion for x: 1.82482875909\n",
"Termination criterion for the objective function: 6.64950588566\n",
" \n",
" \n",
"Number of iterations: 10\n",
"Number of function evaluations: 73\n",
"Current time: 0.297702 s\n",
" \n",
"Current x value: [ 9.77598995 0.97353382]\n",
"Current function value: 1.96608170793\n",
" \n",
"Termination criterion for x: 1.1551264072\n",
"Termination criterion for the objective function: 5.56648475266\n",
" \n",
" \n",
"Number of iterations: 11\n",
"Number of function evaluations: 80\n",
"Current time: 0.328624 s\n",
" \n",
"Current x value: [ 10.15735065 1.00917501]\n",
"Current function value: 1.61555414395\n",
" \n",
"Termination criterion for x: 0.776069960793\n",
"Termination criterion for the objective function: 1.59256106871\n",
" \n",
" \n",
"Number of iterations: 12\n",
"Number of function evaluations: 87\n",
"Current time: 0.35713 s\n",
" \n",
"Current x value: [ 10.15735065 1.00917501]\n",
"Current function value: 1.61555414395\n",
" \n",
"Termination criterion for x: 0.672748641737\n",
"Termination criterion for the objective function: 0.350527563986\n",
" \n",
" \n",
"Number of iterations: 13\n",
"Number of function evaluations: 94\n",
"Current time: 0.387477 s\n",
" \n",
"Current x value: [ 9.79848845 0.99269096]\n",
"Current function value: 1.30125665815\n",
" \n",
"Termination criterion for x: 0.359240589922\n",
"Termination criterion for the objective function: 0.379279413464\n",
" \n",
" \n",
"Number of iterations: 14\n",
"Number of function evaluations: 101\n",
"Current time: 0.417535 s\n",
" \n",
"Current x value: [ 9.7312714 1.00772709]\n",
"Current function value: 1.22584476847\n",
" \n",
"Termination criterion for x: 0.426081709334\n",
"Termination criterion for the objective function: 0.389709375475\n",
" \n",
" \n",
"Number of iterations: 15\n",
"Number of function evaluations: 108\n",
"Current time: 0.443055 s\n",
" \n",
"Current x value: [ 9.96111529 1.00469202]\n",
"Current function value: 1.16460504035\n",
" \n",
"Termination criterion for x: 0.229863925257\n",
"Termination criterion for the objective function: 0.136651617807\n",
" \n",
" \n",
"Number of iterations: 16\n",
"Number of function evaluations: 115\n",
"Current time: 0.466012 s\n",
" \n",
"Current x value: [ 9.8223409 0.99945026]\n",
"Current function value: 1.15532030535\n",
" \n",
"Termination criterion for x: 0.138873350249\n",
"Termination criterion for the objective function: 0.0705244631182\n",
" \n",
" \n",
"Number of iterations: 17\n",
"Number of function evaluations: 122\n",
"Current time: 0.491536 s\n",
" \n",
"Current x value: [ 10.05218478 0.99641519]\n",
"Current function value: 1.14559534571\n",
" \n",
"Termination criterion for x: 0.229863925257\n",
"Termination criterion for the objective function: 0.0190096946348\n",
" \n",
" \n",
"Number of iterations: 18\n",
"Number of function evaluations: 129\n",
"Current time: 0.517574 s\n",
" \n",
"Current x value: [ 10.05218478 0.99641519]\n",
"Current function value: 1.14559534571\n",
" \n",
"Termination criterion for x: 0.229863925257\n",
"Termination criterion for the objective function: 0.00972495964301\n",
" \n",
" \n",
"Solver: Nelder-Mead\n",
" \n",
"Optimization terminated successfully.\n",
"Terminated due to sufficiently close function values at the vertices of the simplex.\n",
" \n",
"Total number of iterations: 18\n",
"Total number of function evaluations: 130\n",
"Total execution time: 0.523607 s\n",
" \n"
]
}
],
"source": [
"# Solve the problem using the Nelder-Mead simplex algorithm\n",
"x_opt,f_opt,nbr_iters,nbr_fevals,solve_time = dfo.fmin(\"furuta_cost.py\",\n",
"xstart=x0,lb=lb,ub=ub,alg=1,nbr_cores=4,x_tol=1e-3,f_tol=1e-2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 最適化の結果"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimal parameter values:\n",
"arm friction coeff = 0.0100521847827\n",
"pendulum friction coeff = 0.000996415186427\n",
"Optimal function value: 1.14559534571\n"
]
}
],
"source": [
"# Optimal point (don't forget to scale down)\n",
"[armFrictionCoefficient_opt, pendulumFrictionCoefficient_opt] = x_opt/1e3\n",
"# Print optimal parameter values and optimal function value\n",
"print('Optimal parameter values:')\n",
"print('arm friction coeff = ' + str(armFrictionCoefficient_opt))\n",
"print('pendulum friction coeff = ' + str(pendulumFrictionCoefficient_opt))\n",
"print('Optimal function value: ' + str(f_opt))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 測定値とキャリブレーション後のモデルを比較する\n",
"\n",
"最適化したパラメータを設定したモデルのシミュレーションを行います。"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Final Run Statistics: --- \n",
"\n",
" Number of steps : 2246\n",
" Number of function evaluations : 3538\n",
" Number of Jacobian evaluations : 141\n",
" Number of function eval. due to Jacobian eval. : 564\n",
" Number of error test failures : 118\n",
" Number of nonlinear iterations : 2978\n",
" Number of nonlinear convergence failures : 0\n",
" Number of state function evaluations : 3499\n",
" Number of state events : 139\n",
"\n",
"Solver options:\n",
"\n",
" Solver : CVode\n",
" Linear multistep method : BDF\n",
" Nonlinear solver : Newton\n",
" Linear solver type : DENSE\n",
" Maximal order : 5\n",
" Tolerances (absolute) : 1e-06\n",
" Tolerances (relative) : 0.0001\n",
"\n",
"Simulation interval : 0.0 - 40.0 seconds.\n",
"Elapsed simulation time: 0.320708036423 seconds.\n"
]
}
],
"source": [
"# Load model\n",
"model = load_fmu(\"Furuta.fmu\")\n",
"# Set optimal parameter values into the model\n",
"model.set('armFriction',armFrictionCoefficient_opt)\n",
"model.set('pendulumFriction',pendulumFrictionCoefficient_opt)\n",
"# Simulate model response with optimal parameter values\n",
"res = model.simulate(start_time=0.,final_time=40)\n",
"# Load simulation result\n",
"phi_opt = res['armJoint.phi']\n",
"theta_opt = res['pendulumJoint.phi']\n",
"t_opt = res['time']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"測定値と最適化したパラメータによる計算結果を比較します。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
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" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option)\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width, fig.canvas.height);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>')\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot simulation result\n",
"plt.figure (2)\n",
"plt.subplot(2,1,1)\n",
"plt.plot(t_meas,theta_meas,label='Measurements')\n",
"plt.plot(t_opt,theta_opt,'--',linewidth=2, label='Simulation optimal parameters')\n",
"plt.legend(loc=1)\n",
"plt.ylabel(r\"$\\theta$ [rad]\")\n",
"plt.subplot(2,1,2)\n",
"plt.plot(t_meas,phi_meas,label='Measurements')\n",
"plt.plot(t_opt,phi_opt,'--',linewidth=2, label='Simulation optimal parameters')\n",
"plt.legend(loc=1)\n",
"plt.ylabel(r\"$\\varphi$ [rad]\")\n",
"plt.show ()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.17"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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